The professor’s secretary called. "He wants to meet you," she said, her voice a monotone drone. "I can schedule something for next week." The tone of her voice made something inside him want to scream. He was already drowning in anxieties.

He hung up, the phone landing with a thud. He shoved his hands into his pockets, walking to the window. The rain splattered against the glass, blurring the already indistinct shapes of the campus. He wanted to go home, burrow under the covers, and just forget about everything. The idea of having to pretend to be happy for this meeting filled him with a weariness that went beyond physical exhaustion.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205